ipybox: ipybox is a Python code execution sandbox with first-class support for programmatic MCP tool calling. It generates typed Python tool APIs from MCP server tool schemas, supporting both local stdio and remote HTTP servers. Code executes in a sandboxed IPython kernel with MCP tool call approval for security.; MCP-Chinese-Getting-Started-Guide: This guide provides a rapid introduction to the Model Context Protocol (MCP), an open-source protocol standardizing LLM interactions with external data and tools. It demonstrates building and debugging MCP servers, developing MCP clients for LLMs like DeepSeek, and integrating with Claude Desktop.
Building agent applications that act through Python code (code actions)
Enhancing LLMs with real-time web search capabilities